{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RadCompressor: Getting Started\n",
    "\n",
    "This notebook demonstrate the basic functionalities of *RadCompressor*.\n",
    "\n",
    "RadComp can be installed by running `pip install .` at the root. In addition to `radcompressor`, you will need to install\n",
    "`matplotlib`, `ruamel.yaml`, and  `tqdm`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using RefProp: 10.0\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from ruamel.yaml import YAML\n",
    "from tqdm import tqdm\n",
    "\n",
    "from radcompressor.compressor import Compressor\n",
    "from radcompressor.condition import OperatingCondition\n",
    "from radcompressor.geometry import Geometry\n",
    "from radcompressor.thermo import CoolPropFluid\n",
    "from radcompressor.utils import calculate_on_op_grid"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will start by creating the `Geometry` object using data from Schiffmann and Favrat (2010)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "geom = Geometry(\n",
    "    r1=0.01,\n",
    "    r2s=0.0056,\n",
    "    r2h=0.002,\n",
    "    beta2=-45,\n",
    "    beta2s=-56,\n",
    "    alpha2=0.0,\n",
    "    r4=0.01,\n",
    "    b4=0.0012,\n",
    "    beta4=-45,\n",
    "    n_blades=9,\n",
    "    n_splits=9,\n",
    "    r5=0.0165,\n",
    "    b5=0.0012,\n",
    "    blade_e=1e-4,\n",
    "    rug_imp=1.0e-5,\n",
    "    clearance=15e-6,\n",
    "    backface=0.001,\n",
    "    rug_ind=1.0e-4,\n",
    "    l_ind=0.02,\n",
    "    l_comp=0.7 * 0.01,\n",
    "    blockage=[1.0, 1.0, 1.0, 1.0, 1.0],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "yaml = YAML(typ=\"safe\")\n",
    "with open(\"../data/known_compressors.yml\", \"r\") as fp:\n",
    "    known_geom = yaml.load(fp)\n",
    "comp_db = known_geom[-1]\n",
    "geom = Geometry.from_dict(comp_db[\"geom\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we prepare the input conditions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fld = CoolPropFluid(comp_db[\"conditions\"][\"fluid\"])\n",
    "\n",
    "P0_in = comp_db[\"conditions\"][\"in_P\"]\n",
    "T0_in = comp_db[\"conditions\"][\"in_T\"]\n",
    "in0 = fld.thermo_prop(\"PT\", P0_in, T0_in)\n",
    "\n",
    "# or\n",
    "# in0 = fld.thermo_prop('PT', 1.65e5, 265)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can calculate a single point and see the performance of the compressor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Working compressor\n",
      "PR 1.3082454119157938\n",
      "Efficiency 0.47476191373822\n"
     ]
    }
   ],
   "source": [
    "op = OperatingCondition(\n",
    "    in0=in0, fld=in0.fld, m=0.120, n_rot=130e3 * np.pi / 30\n",
    ")  # kg/s and rad/s\n",
    "comp = Compressor(geom, op)\n",
    "if comp.calculate():\n",
    "    print(\"Working compressor\")\n",
    "    print(\"PR\", comp.PR)\n",
    "    print(\"Efficiency\", comp.eff)\n",
    "else:\n",
    "    print(\"Not working compressor\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can also calculate the compressor map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2500/2500 [03:50<00:00, 10.82it/s]\n"
     ]
    }
   ],
   "source": [
    "n_rot_max = 2.5 * in0.A / geom.r4\n",
    "m_flow_max = 0.7 * in0.A * in0.D * geom.A2_eff\n",
    "lb = np.array([5e-2 * in0.A / geom.r4, 1e-2 * (in0.A * in0.D * geom.A2_eff)])\n",
    "ub = np.array([n_rot_max, m_flow_max])\n",
    "\n",
    "compressors = []\n",
    "comp_valid = []\n",
    "eta = []\n",
    "pr = []\n",
    "m_in = []\n",
    "comp_n_rot_corr = []\n",
    "comp_flow = []\n",
    "comp_head = []\n",
    "comp_power = []\n",
    "dtime = []\n",
    "X, iter_ = calculate_on_op_grid(geom, in0, lb, ub, [0.02, 0.02])\n",
    "for comp, dt_ in tqdm(iter_, total=len(X)):\n",
    "    comp_valid.append(not comp.invalid_flag)\n",
    "    eta.append(comp.eff)\n",
    "    pr.append(comp.PR)\n",
    "    m_in.append(comp.m_in)\n",
    "    comp_n_rot_corr.append(comp.n_rot_corr)\n",
    "    comp_flow.append(comp.flow)\n",
    "    comp_head.append(comp.head)\n",
    "    comp_power.append(comp.power)\n",
    "    compressors.append(comp)\n",
    "    dtime.append(dt_)\n",
    "pr = np.array(pr)\n",
    "eta = np.array(eta)\n",
    "m_in = np.array(m_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'PR')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
    "fig.set_figwidth(8)\n",
    "fig.set_figheight(4)\n",
    "\n",
    "xx, yy = X.T\n",
    "ax[0].contourf(yy.reshape(50, 50), xx.reshape(50, 50), eta.reshape(50, 50))\n",
    "ax[0].set_xlabel(\"$\\dot{m} (kg/s)$\")\n",
    "ax[0].set_ylabel(\"$\\omega_{rot}$ (rad/s)\")\n",
    "\n",
    "m = ax[1].scatter(m_in, pr, c=eta)\n",
    "plt.colorbar(m)\n",
    "ax[1].grid()\n",
    "ax[1].set_title(\"Compressor Map\")\n",
    "ax[1].set_xlabel(\"$\\dot{m}_{in}$\")\n",
    "ax[1].set_ylabel(\"PR\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mlpy39",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "1e58b3d2f4f26c44eb93a2ca45f89d01dd2272ef4260f9852fe12e58f56fa0e9"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
